{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density Estimation with FFJORDs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Free-form Jacobian of Reversible Dynamics (FFJORD) is a continuous normalizing flow (CNF) variants proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf). The core novelty is proposing utilization of stochastic trace estimators to improve scalability of the Jacobian trace computation ($O(1)$ calls to autograd instead of $O(D)$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys ; sys.path.append('../')\n",
    "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time, we use a fun dataset: the `DiffEqML` logo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x22c749bf3c8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = ToyDataset()\n",
    "n_samples = 1 << 14\n",
    "n_gaussians = 7\n",
    "\n",
    "X, yn = data.generate(n_samples, 'diffeqml', noise=5e-2)\n",
    "X = (X - X.mean())/X.std()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(3, 3))\n",
    "plt.scatter(X[:,0], X[:,1], c='olive', alpha=0.3, s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:1\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "train = data.TensorDataset(X_train)\n",
    "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The FFJORD model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In `torchdyn`, we decouple CNFs from the Jacobian trace estimators they use. This allows us to easily implement variants without alternations to the original module. Indeed, we can simply define the Hutchinson stochastic estimator separately as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hutch_trace(x_out, x_in, noise=None, **kwargs):\n",
    "    \"\"\"Hutchinson's trace Jacobian estimator, O(1) call to autograd\"\"\"\n",
    "    jvp = torch.autograd.grad(x_out, x_in, noise, create_graph=True)[0]\n",
    "    trJ = torch.einsum('bi,bi->b', jvp, noise) \n",
    "    return trJ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then instantiate a CNF as before. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = nn.Sequential(\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 2),\n",
    "    )\n",
    "\n",
    "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n",
    "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device)) \n",
    "\n",
    "# stochastic estimators require a definition of a distribution where \"noise\" vectors are sampled from\n",
    "noise_dist = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))\n",
    "# cnf wraps the net as with other energy models\n",
    "cnf = CNF(f, trace_estimator=hutch_trace, noise_dist=noise_dist)\n",
    "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n",
    "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n",
    "\n",
    "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n",
    "                      nde).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.iters = 0\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        self.iters += 1 \n",
    "        x = batch[0] \n",
    "        xtrJ = self.model(x)  \n",
    "        logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n",
    "        loss = -torch.mean(logprob)\n",
    "        nde.nfe = 0\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 8 K   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c2ce17b56ec84bbcaf845e1248d36548",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(max_epochs=600)\n",
    "trainer.fit(learn);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = prior.sample(torch.Size([1 << 14]))\n",
    "# integrating from 1 to 0\n",
    "model[1].s_span = torch.linspace(1, 0, 2)\n",
    "new_x = model(sample).cpu().detach()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then plot, samples, flows and density like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(121)\n",
    "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.1, c='blue', edgecolors='black')\n",
    "plt.xlim(-2, 2)\n",
    "plt.ylim(-2, 2)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(X[:,0], X[:,1], s=3.3, alpha=0.2, c='red',  linewidths=0.1, edgecolors='black')\n",
    "plt.xlim(-2, 2)\n",
    "plt.ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the flows from prior to data distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "traj = model[1].trajectory(Augmenter(1, 1)(sample.to(device)), s_span=torch.linspace(1,0,100)).detach().cpu() ; sample = sample.cpu()\n",
    "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x22c1489ac48>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 2000\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n",
    "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n",
    "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n",
    "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following tutorials in this series (WIP) will discuss regularization strategies to speed up CNF training, such as those discussed for example in [Finlay et al. 2020](https://arxiv.org/abs/2002.02798)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
